{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 查看当前挂载的数据集目录, 该目录下的变更重启环境后会自动还原\n",
    "# View dataset directory. \n",
    "# This directory will be recovered automatically after resetting environment. \n",
    "!ls /home/aistudio/data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-03-21T01:52:22.071537Z",
     "iopub.status.busy": "2022-03-21T01:52:22.070398Z",
     "iopub.status.idle": "2022-03-21T01:52:22.310746Z",
     "shell.execute_reply": "2022-03-21T01:52:22.309431Z",
     "shell.execute_reply.started": "2022-03-21T01:52:22.071474Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 查看工作区文件, 该目录下的变更将会持久保存. 请及时清理不必要的文件, 避免加载过慢.\n",
    "# View personal work directory. \n",
    "# All changes under this directory will be kept even after reset. \n",
    "# Please clean unnecessary files in time to speed up environment loading. \n",
    "!ls /home/aistudio/work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://gitee.com/tomisagoodcat/irm_-class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-21T03:35:49.789592Z",
     "iopub.status.busy": "2022-03-21T03:35:49.788435Z",
     "iopub.status.idle": "2022-03-21T03:35:50.169696Z",
     "shell.execute_reply": "2022-03-21T03:35:50.168724Z",
     "shell.execute_reply.started": "2022-03-21T03:35:49.789549Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "x=6\n",
    "y=3\n",
    "plt.plot(x,y,'*')\n",
    "plt.show()\n",
    "\n",
    "x=[6,10]\n",
    "y=[3,7]\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-21T02:37:33.105481Z",
     "iopub.status.busy": "2022-03-21T02:37:33.104598Z",
     "iopub.status.idle": "2022-03-21T02:37:33.132604Z",
     "shell.execute_reply": "2022-03-21T02:37:33.131848Z",
     "shell.execute_reply.started": "2022-03-21T02:37:33.105445Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1009\n",
       "1       1010\n",
       "2       1011\n",
       "3       1013\n",
       "4       1014\n",
       "       ...  \n",
       "236    50890\n",
       "237    51925\n",
       "238    52981\n",
       "239    54059\n",
       "240    55158\n",
       "Name: japan, Length: 241, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "###获取中国gdp数据\n",
    "data=pd.read_csv(\"data/line_animation.csv\")\n",
    " \n",
    "year=data['time']\n",
    "china=data['china']\n",
    "usa=data['usa']\n",
    "japan=data['japan']\n",
    "russia=data['russia']\n",
    "king=data['king']\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-21T02:10:37.778201Z",
     "iopub.status.busy": "2022-03-21T02:10:37.777468Z",
     "iopub.status.idle": "2022-03-21T02:10:38.086457Z",
     "shell.execute_reply": "2022-03-21T02:10:38.085765Z",
     "shell.execute_reply.started": "2022-03-21T02:10:37.778162Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2064: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  x[:, None]\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/axes/_base.py:248: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  x = x[:, np.newaxis]\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/axes/_base.py:250: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  y = y[:, np.newaxis]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa38490df50>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建figure与axes对象\n",
    "fig,axes=plt.subplots(1,1)\n",
    "#设定figure图的大小\n",
    "fig.set_size_inches(8,10)\n",
    "\n",
    "#设定axesx轴y轴的数值范围\n",
    "axes.set_xlim(1800,2040)\n",
    "axes.set_ylim(0,40000)\n",
    "###基于plot方法绘图\n",
    "axes.plot(year,china,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-21T03:33:39.641248Z",
     "iopub.status.busy": "2022-03-21T03:33:39.640373Z",
     "iopub.status.idle": "2022-03-21T03:33:40.394504Z",
     "shell.execute_reply": "2022-03-21T03:33:40.393248Z",
     "shell.execute_reply.started": "2022-03-21T03:33:39.641209Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2064: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  x[:, None]\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/axes/_base.py:248: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  x = x[:, np.newaxis]\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/axes/_base.py:250: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  y = y[:, np.newaxis]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa37e390490>]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建figure对象以及对象包含的多个子图\n",
    "fig2,axes2=plt.subplots(2,2)\n",
    "fig2.set_size_inches(10,10)\n",
    "ax1=axes2[0,0]\n",
    "myfont=FontProperties(fname=r\"data/微软雅黑.ttf\",size=12)\n",
    "fig2.suptitle(\"各国GDP\",fontproperties=myfont)\n",
    "ax1.set_title(\"中国\",fontproperties=myfont)# 给第一个图副值titile\n",
    "#我们单独给第一个图的x轴y轴设置了不同的数值范围\n",
    "ax1.set_xlim([1800,2040])\n",
    "ax1.set_ylim([0,80000])\n",
    "ax1.plot(year,china,color='red')\n",
    "#定义第二个子图\n",
    "ax2=axes2[0,1]\n",
    "ax2.set_title(\"美国\",fontproperties=myfont)\n",
    "ax2.set_xlim([1800,2040])\n",
    "ax2.set_ylim([0,80000])\n",
    "ax2.plot(year,usa,color='blue')\n",
    "#定义第三个字图\n",
    "ax3=axes2[1,0]\n",
    "ax3.set_title(\"日本\",fontproperties=myfont)\n",
    "ax3.set_xlim([1800,2040])\n",
    "ax3.set_ylim([0,80000])\n",
    "ax3.plot(year,japan,color='pink')\n",
    "#定义第四个字图\n",
    "ax3=axes2[1,1]\n",
    "ax3.set_title(\"俄罗斯\",fontproperties=myfont)\n",
    "ax3.set_xlim([1800,2040])\n",
    "ax3.set_ylim([0,80000])\n",
    "ax3.plot(year,russia,color='green')\n"
   ]
  },
  {
   "attachments": {
    "7ef911ec-a14f-45ea-9fd2-ee1694461ade.png": {
     "image/png": 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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib中对象以及绘图步骤\n",
    "\n",
    "虽然直接使用pyplot中plot方法可以快速绘制图像，但是当遇到更为复杂的图形，或者希望进行细致的操作的时候，就需要按照步骤，一步步设置不同的对象。在此过程中，结合matplotlib的结构，就可以展现精美的可视化结果。\n",
    "\n",
    "Matpltlib中主要包含以下重要的对象：\n",
    "\n",
    "    figure\n",
    "\n",
    "整个图形即是一个figure对象。figure对象至少包含一个子图，也就是axes对象。figure对象包含一些特殊的artist对象，如图名（title）、图例（legend）。\n",
    "\n",
    "    axes\n",
    "\n",
    "axes又称为子图对象，其中每一个子图都包含一个x轴和一个y轴。\n",
    "\n",
    "常用方法：set_xlim（）及set_ylim（）——设置子图X轴和Y轴对应的数据范围；set_title（）——设置子图的图名；set_xlabel（）以及set_ylable（）——设置子图X轴和Y轴名。在绘制多个子图时，需要使用axes对象。\n",
    "\n",
    "    axis轴\n",
    "\n",
    "有刻度的spines边线称为轴。水平的是x轴，垂直的是y轴。每个轴每一个都是由一个spines轴线，主刻度、次刻度、主刻度标签、次刻度标签和一个轴标签组成。\n",
    "\n",
    "    spines轴线\n",
    "\n",
    "Spines是连接轴刻度线和数据区域边界的轴线。它们可以被放置在任意位置，可以选择展示或隐藏它们。每个axes轴通常由四条边(左、上、右、下)包围，称为spines。每一根spines上都可以装饰有主刻度和次刻度(可以指向内部或外部)、刻度标签和标签。默认情况下，matplotlib只装饰左边和下面的spines边框。\n",
    "\n",
    "    tick刻度\n",
    "\n",
    "    legend grid title 图例，网格，及标题\n",
    "\n",
    "    style风格\n",
    "\n",
    "step1 创建figure,axes对象\n",
    "\n",
    "在matplotlib中，相关创建figure方法有很多，这里我们主要介绍subplots方法\n",
    "\n",
    "    背景介绍\n",
    "\n",
    "注意在创建多个对象时，我门在subplots函数中指定其子图的个数，与位置。\n",
    "\n",
    "创建figure及axes->设置figure大小size-->设置axes的xy轴范围![(attachment:bbd06881-6210-4343-978e-8227556dbf3d.png)![图片.png](attachment:7ef911ec-a14f-45ea-9fd2-ee1694461ade.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-21T02:01:12.897587Z",
     "iopub.status.busy": "2022-03-21T02:01:12.896681Z",
     "iopub.status.idle": "2022-03-21T02:01:12.902128Z",
     "shell.execute_reply": "2022-03-21T02:01:12.901269Z",
     "shell.execute_reply.started": "2022-03-21T02:01:12.897546Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from matplotlib.font_manager import FontProperties\n",
    "## 中文显示问题\n",
    "myfont=FontProperties(fname=r\"/data/微软雅黑.ttf\",size=12)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-03-21T02:31:27.748438Z",
     "iopub.status.busy": "2022-03-21T02:31:27.747272Z",
     "iopub.status.idle": "2022-03-21T02:31:27.894913Z",
     "shell.execute_reply": "2022-03-21T02:31:27.894123Z",
     "shell.execute_reply.started": "2022-03-21T02:31:27.748393Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制sin函数，并通过调整spines来得到标准坐标轴\n",
    "import numpy as np \n",
    "x=np.linspace(-2*np.pi,2*np.pi,200)\n",
    "y=np.sin(x)\n",
    "fig3,axes3=plt.subplots()\n",
    "axes3.plot(x,y)\n",
    "plt.show()\n",
    "axes3.spinea['top'].set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-03-21T02:52:49.090215Z",
     "iopub.status.busy": "2022-03-21T02:52:49.089328Z",
     "iopub.status.idle": "2022-03-21T02:52:49.295091Z",
     "shell.execute_reply": "2022-03-21T02:52:49.294169Z",
     "shell.execute_reply.started": "2022-03-21T02:52:49.090175Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 通过设置spines，将上面的sin图进行修饰\n",
    "import numpy as np \n",
    "x=np.linspace(-2*np.pi,2*np.pi,200)\n",
    "y=np.sin(x)\n",
    "fig3,axes3=plt.subplots()\n",
    "axes3.plot(x,y)\n",
    "axes3.spines['top'].set_visible(False)\n",
    "axes3.spines['right'].set_visible(False)\n",
    "axes3.spines['left'].set_position(('data',0))\n",
    "axes3.spines['bottom'].set_position(('data',0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-21T03:02:19.613743Z",
     "iopub.status.busy": "2022-03-21T03:02:19.612879Z",
     "iopub.status.idle": "2022-03-21T03:02:19.774214Z",
     "shell.execute_reply": "2022-03-21T03:02:19.773540Z",
     "shell.execute_reply.started": "2022-03-21T03:02:19.613705Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 结合箭头与网格，我们可以很直观第表达线性代数中向量的概念\n",
    " \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 我们使用numpy中的数组来表示向量\n",
    "v = np.array([2,1])\n",
    "\n",
    "# 绘制图像，展现向量的空间表达.\n",
    " \n",
    "fig,axes=plt.subplots()\n",
    "axes.set_xlim(0,3)\n",
    "axes.set_ylim(0,3)\n",
    "axes.grid()\n",
    "axes.arrow(0,0,v[0],v[1],head_length=0.1,head_width=0.1,color='blue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "    刻度的其他操作\n",
    "\n",
    "可以进一步通过matplotlib.axes.Axes.tick_params()来对刻度进行进一步修饰\n",
    "\n",
    "Axes.tick_params(axis='both', **kwargs)\n",
    "\n",
    "参数：\n",
    "\n",
    "    axis : 可选{'x', 'y', 'both'} ，选择对哪个轴操作，默认是'both'\n",
    "    reset : bool，如果为True，则在处理其他参数之前将所有参数设置为默认值。它的默认值为False。\n",
    "    which : 可选{'major', 'minor', 'both'} 选择对主or副坐标轴进行操作\n",
    "    direction/tickdir : 可选{'in', 'out', 'inout'}刻度线的方向\n",
    "    size/length : float, 刻度线的长度\n",
    "    width : float, 刻度线的宽度\n",
    "    color : 刻度线的颜色，我一般用16进制字符串表示，eg：'#EE6363'\n",
    "    pad : float, 刻度线与刻度值之间的距离\n",
    "    labelsize : float/str, 刻度值字体大小\n",
    "    labelcolor : 刻度值颜色\n",
    "    colors : 同时设置刻度线和刻度值的颜色\n",
    "    zorder : float ，Tick and label zorder.\n",
    "    bottom, top, left, right : bool, 分别表示上下左右四边，是否显示刻度线，True为显示\n",
    "    labelbottom, labeltop, labelleft, labelright:bool, 分别表示上下左右四边，是否显示刻度值，True为显示\n",
    "    labelrotation : 刻度值逆时针旋转给定的度数，如20\n",
    "    gridOn: bool ,是否添加网格线；\n",
    "    grid_alpha:float网格线透明度 ；\n",
    "    grid_color: 网格线颜色;\n",
    "    grid_linewidth:float网格线宽度；\n",
    "    grid_linestyle: 网格线型\n",
    "    tick1On, tick2On : bool分别表表示是否显示axis轴的(左/下、右/上)or(主、副)刻度线\n",
    "    label1On,label2On : bool分别表表示是否显示axis轴的(左/下、右/上)or(主、副)刻度值\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-21T03:35:12.968002Z",
     "iopub.status.busy": "2022-03-21T03:35:12.966815Z",
     "iopub.status.idle": "2022-03-21T03:35:13.180331Z",
     "shell.execute_reply": "2022-03-21T03:35:13.179607Z",
     "shell.execute_reply.started": "2022-03-21T03:35:12.967962Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(1950,5000,'1979年改革开放')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出中国人均GDP折线图，并标注重大事件时间\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "fig,axes=plt.subplots()\n",
    "axes.plot(year,china)\n",
    "axes.annotate('1979年改革开放',xy=(1979,1064),xytext=(1950,5000),arrowprops=dict(facecolor='r',shrink=0.05),fontproperties=myfont)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第三课 numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-28T02:29:53.028720Z",
     "iopub.status.busy": "2022-03-28T02:29:53.027748Z",
     "iopub.status.idle": "2022-03-28T02:29:53.034842Z",
     "shell.execute_reply": "2022-03-28T02:29:53.033667Z",
     "shell.execute_reply.started": "2022-03-28T02:29:53.028690Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3-5全1数组： \n",
      " [[6 6 6 6 6]\n",
      " [6 6 6 6 6]\n",
      " [6 6 6 6 6]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np \r\n",
    "ar1=np.full((3,5),6)\r\n",
    "print(\"3-5全1数组：\",'\\n',ar1)\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-28T02:41:42.467612Z",
     "iopub.status.busy": "2022-03-28T02:41:42.466894Z",
     "iopub.status.idle": "2022-03-28T02:41:42.473307Z",
     "shell.execute_reply": "2022-03-28T02:41:42.472608Z",
     "shell.execute_reply.started": "2022-03-28T02:41:42.467570Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "生成随机数组： \n",
      " [[0.94875778 0.1163342  0.61380124 0.43952063 0.80785027]\n",
      " [0.53140687 0.95354955 0.94903919 0.06092268 0.89408898]\n",
      " [0.66529959 0.24215839 0.53088849 0.66273142 0.112274  ]\n",
      " [0.61845649 0.42277331 0.42956028 0.75650514 0.97489845]\n",
      " [0.99579493 0.67880071 0.81969896 0.5909575  0.0991135 ]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np \r\n",
    "n=np.random.rand(5,5)\r\n",
    "print(\"生成随机数组：\",'\\n',n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-28T02:44:35.426620Z",
     "iopub.status.busy": "2022-03-28T02:44:35.426108Z",
     "iopub.status.idle": "2022-03-28T02:44:35.433638Z",
     "shell.execute_reply": "2022-03-28T02:44:35.432650Z",
     "shell.execute_reply.started": "2022-03-28T02:44:35.426583Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.27561810e+00 -9.32920965e-01  1.17021541e+00 -2.59101222e-01\n",
      " -4.92078433e-01 -2.64686651e+00 -3.95873549e-01 -4.01574997e-01\n",
      " -4.92700233e-01  1.19091294e+00  5.16260995e-01 -1.07538676e+00\n",
      "  9.13069195e-01  1.84377497e-01  4.15076123e-01  3.04168500e-01\n",
      "  6.94092965e-01  7.77174669e-01  6.87875651e-01 -7.55442622e-01\n",
      "  7.43378767e-01  3.47530374e-01 -9.85943881e-01  1.15731321e+00\n",
      "  5.54944476e-01 -9.94056325e-01  6.99979950e-01 -3.27938080e-01\n",
      " -2.14792654e-01  1.06712960e+00 -2.45809284e+00  8.76103629e-01\n",
      " -2.91987228e+00 -4.66416742e-01  1.59658901e+00  4.25695369e-01\n",
      "  7.47370269e-01 -3.04802409e-01 -1.14857621e+00  6.83947304e-01\n",
      "  1.47788106e+00 -8.40163810e-01 -1.73658419e+00  1.42152083e+00\n",
      " -5.76836789e-01  9.73833945e-01  1.25796301e+00  8.51870513e-01\n",
      "  2.68163187e+00  1.15500921e+00  2.08141895e+00  5.13919506e-01\n",
      "  1.36011452e+00  9.85633582e-01 -1.16630309e+00 -1.00106498e+00\n",
      " -1.16634913e+00 -1.08952625e+00 -1.79878187e-01 -1.88797565e+00\n",
      " -1.28585890e+00  1.34652455e-01  7.28840091e-01  1.14228510e+00\n",
      "  2.45925047e-01  1.07031859e+00 -9.51469616e-02  4.20988991e-01\n",
      "  1.59965334e+00  1.11870180e+00  1.33401205e+00  2.84259987e+00\n",
      " -3.33656197e-01 -7.07054459e-01  1.42854640e+00 -6.27469598e-01\n",
      "  7.00659479e-01  6.94523511e-02 -8.90776254e-01  8.65415997e-01\n",
      "  3.45565244e-02  4.97544248e-02  2.04244004e-01 -1.03081524e+00\n",
      " -9.15935231e-01 -1.00334388e+00  1.81778580e-01 -1.05825527e+00\n",
      "  4.89329476e-01  1.16461648e+00  4.51283841e-01  4.47079205e-02\n",
      " -3.90066749e-01  9.84212044e-02 -5.77485514e-01 -1.36539125e+00\n",
      "  6.88616548e-04 -1.04093427e+00 -4.64423037e-01 -8.79452495e-01]\n"
     ]
    }
   ],
   "source": [
    "n1=np.random.randn(100)\r\n",
    "print(n1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-03-28T03:08:38.229526Z",
     "iopub.status.busy": "2022-03-28T03:08:38.228896Z",
     "iopub.status.idle": "2022-03-28T03:08:38.753084Z",
     "shell.execute_reply": "2022-03-28T03:08:38.752361Z",
     "shell.execute_reply.started": "2022-03-28T03:08:38.229493Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "生成二维随机数组： [[0.01716206 0.46722432]\n",
      " [0.84855332 0.13721271]\n",
      " [0.20948193 0.75472777]\n",
      " [0.6212014  0.04247738]\n",
      " [0.05145766 0.16450408]]\n",
      "[ 0.40681131  0.36056226  2.06347161  0.64070845 -0.0319488  -1.39487259\n",
      " -1.15798155  0.05241179  0.11438354  0.11586562  0.02928045  0.25955537\n",
      "  0.1300023   2.02878454 -0.0646503   1.2070979  -0.27812557 -0.8311115\n",
      " -0.09405745 -0.94301372 -0.6444525  -0.12986583 -0.94111554 -0.43431748\n",
      "  0.29807293 -0.04512304  0.48618755 -0.24064279 -0.40888925  0.01438451\n",
      "  0.51781873 -0.2018522  -0.12425741 -1.2022572  -0.62707283  1.74665801\n",
      "  0.78057857 -0.56263013  1.22012093  2.91626261  0.37140939 -1.27653616\n",
      "  0.30345621 -0.44834297  0.89703009 -0.05659308 -0.86948477  1.44403823\n",
      " -0.29196012  0.62136224 -1.79875055 -0.10562773 -1.07297361  0.57374937\n",
      "  1.36053555 -1.4088129  -0.22970668 -0.13013455  2.07450775  0.97957774\n",
      "  0.39419876 -0.79603314 -0.22087628  0.52575479  0.48290766  0.39650304\n",
      "  1.23244441  0.89166453  0.38521761  1.66844604  0.80097839  0.03274882\n",
      "  0.1304094  -1.35277266  0.55355969  0.04966114 -0.28957947 -0.32583913\n",
      "  0.77815776 -0.32877569  0.33793439  0.65987076  0.17407679  0.7477931\n",
      "  1.59060972 -0.3570347  -1.96479473 -1.04338251 -1.30895354  1.11631088\n",
      "  0.55502147  0.8205443   0.70760059  0.10971207 -1.07951159 -0.0936193\n",
      " -0.04827526 -0.2390092   0.07365716 -0.0696132  -0.17101785  0.07445276\n",
      " -1.73432862  1.67470466 -1.56872031 -0.07601042  1.02874274  0.2136941\n",
      " -0.75333113 -0.565801   -2.10159705 -0.19666817 -1.05331574  1.26453816\n",
      " -0.8321606  -0.42399241  0.75454693  2.9231025   0.73695179  0.98183398\n",
      " -0.4503173  -1.7053677   0.8444908  -0.21231029  0.3818352  -2.03815377\n",
      "  0.18695462 -1.45157056 -1.29615626 -0.7835692   1.50991255  0.38500452\n",
      "  1.17874585  1.11283999 -1.23326836  0.55660162 -1.86735007  0.54327288\n",
      " -1.54675896  0.65499736 -0.88120626  0.76092099 -1.19633171  2.86415772\n",
      "  0.30604624 -0.16741183 -1.68700363 -1.24771389  0.6972353  -0.69586121\n",
      " -0.1621399  -0.46642661  0.23787253  1.19799649 -0.44684232 -0.58275027\n",
      "  1.14497425  0.2857996  -0.12324585 -0.1961519  -0.31239422 -0.17693411\n",
      " -0.41804936 -0.97671442  1.8825891   0.83396092 -1.16651141 -0.04125245\n",
      " -0.32577843 -0.67069826  1.63248777  1.17940297 -0.47310454 -0.39235653\n",
      "  0.05099146  0.91608207 -1.25702605 -0.76216235 -1.87499451  0.28893288\n",
      " -0.15050351 -1.18404892  1.70508351  0.02366992 -0.19214203  0.52446547\n",
      "  0.70905366 -1.25766614 -1.49217094 -0.22584116  1.01009747 -0.54892876\n",
      "  0.23183093 -2.43738562  0.13256417 -1.42019174  1.98182918 -1.89997809\n",
      "  0.74437484 -0.09022849]\n",
      "生成1-10（不包括10）的10个随机整数： [199  77  93 157 134 131   9 155  28  18 110  57  56 160 117 121 168  92\n",
      " 148  40 135 183 150 158  27 129  44 113  71 167  15  29 153  60 186  71\n",
      " 120 102 133  85 112  59  22  19  52  66  68 144  88 197 140  26 187  56\n",
      " 106 193 106 130 162  68 124  20  49  95  75 131 169  22  14 120 119  14\n",
      "  44 123 196  43 115 125 173 165  35 171 101   6 169  52  71 116  35  51\n",
      " 108  53  21  38 152 191 150  90 110  38 172 138   2 141  58  68 110 113\n",
      "  62 188  34 103 168 100 133 153 124 121 124 190  56  69  35  58 105  58\n",
      " 162 147 173  81 191  95 136  92  34  22  85 183  64 152 129  47  21  47\n",
      " 180 159 199 170  46 125  56 154 145 119 192 175  58 120 180 177  54 148\n",
      " 134  42 129 149 144  39 142  54 105  29  26 172 122 190  57 172 165 106\n",
      "  82 167  43 178 194 156  53 146 139 120 179 104  46  61  90  97  81  21\n",
      "  64  22]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f3503aba150>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \r\n",
    "n=np.random.rand(5,2)\r\n",
    "print(\"生成二维随机数组：\",n)\r\n",
    "l1=np.random.randn(200)\r\n",
    "print(l1)\r\n",
    "import matplotlib.pyplot as plt \r\n",
    "fig,axes=plt.subplots(2,2)\r\n",
    "ax1=axes[0,0]\r\n",
    "ax1.hist(l1)\r\n",
    "ax1.grid()\r\n",
    "n2=np.random.randint(1,200,200)\r\n",
    "print(\"生成1-10（不包括10）的10个随机整数：\",n2)\r\n",
    "n3=np.random.normal(160,0.2,80)\r\n",
    "ax2=axes[0,1]\r\n",
    "ax2.hist(n3)\r\n",
    "ax2.grid()\r\n",
    "ax3=axes[1,0]\r\n",
    "ax3.plot(n3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "请点击[此处](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576)查看本环境基本用法.  <br>\n",
    "Please click [here ](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576) for more detailed instructions. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "py35-paddle1.2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
